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12
.github/workflows/build.yml
vendored
12
.github/workflows/build.yml
vendored
@@ -20,8 +20,6 @@ jobs:
|
||||
os: ubuntu-20.04
|
||||
- postgres: 12
|
||||
os: ubuntu-20.04
|
||||
- postgres: 11
|
||||
os: ubuntu-20.04
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
- uses: ankane/setup-postgres@v1
|
||||
@@ -59,9 +57,9 @@ jobs:
|
||||
- run: |
|
||||
brew install cpanm
|
||||
cpanm --notest IPC::Run
|
||||
wget -q https://github.com/postgres/postgres/archive/refs/tags/REL_14_5.tar.gz
|
||||
tar xf REL_14_5.tar.gz
|
||||
- run: make prove_installcheck PROVE_FLAGS="-I ./postgres-REL_14_5/src/test/perl" PERL5LIB="/Users/runner/perl5/lib/perl5"
|
||||
wget -q https://github.com/postgres/postgres/archive/refs/tags/REL_14_10.tar.gz
|
||||
tar xf REL_14_10.tar.gz
|
||||
- run: make prove_installcheck PROVE_FLAGS="-I ./postgres-REL_14_10/src/test/perl" PERL5LIB="/Users/runner/perl5/lib/perl5"
|
||||
- run: make clean && /usr/local/opt/llvm@15/bin/scan-build --status-bugs make PG_CFLAGS="-DUSE_ASSERT_CHECKING"
|
||||
windows:
|
||||
runs-on: windows-latest
|
||||
@@ -83,10 +81,10 @@ jobs:
|
||||
if: ${{ !startsWith(github.ref_name, 'mac') && !startsWith(github.ref_name, 'windows') }}
|
||||
runs-on: ubuntu-latest
|
||||
container:
|
||||
image: debian:11
|
||||
image: debian:12
|
||||
options: --platform linux/386
|
||||
steps:
|
||||
- run: apt-get update && apt-get install -y build-essential git libipc-run-perl postgresql-13 postgresql-server-dev-13 sudo
|
||||
- run: apt-get update && apt-get install -y build-essential git libipc-run-perl postgresql-15 postgresql-server-dev-15 sudo
|
||||
- run: service postgresql start
|
||||
- run: |
|
||||
git clone https://github.com/${{ github.repository }}.git pgvector
|
||||
|
||||
16
CHANGELOG.md
16
CHANGELOG.md
@@ -1,10 +1,18 @@
|
||||
## 0.5.2 (unreleased)
|
||||
## 0.6.0 (unreleased)
|
||||
|
||||
If upgrading with Postgres 12 or Docker, see [these notes](https://github.com/pgvector/pgvector#060-unreleased).
|
||||
|
||||
- Changed storage for vector from `extended` to `external`
|
||||
- Improved performance of HNSW
|
||||
- Added support for parallel index builds for HNSW
|
||||
- Added validation for GUC parameters
|
||||
- Reduced memory usage for HNSW index builds
|
||||
- Reduced WAL generation for HNSW index builds
|
||||
- Fixed `invalid memory alloc request size` error with HNSW index build
|
||||
- Fixed error with logical replication
|
||||
- Fixed `invalid memory alloc request size` error with HNSW index builds
|
||||
- Moved Docker image to `pgvector` org
|
||||
- Added Docker tags for each supported version of Postgres
|
||||
- Dropped support for Postgres 11
|
||||
|
||||
## 0.5.1 (2023-10-10)
|
||||
|
||||
@@ -52,7 +60,7 @@
|
||||
|
||||
## 0.4.0 (2023-01-11)
|
||||
|
||||
If upgrading with Postgres < 13, see [this note](https://github.com/pgvector/pgvector#040).
|
||||
If upgrading with Postgres < 13, see [this note](https://github.com/pgvector/pgvector/blob/v0.4.0/README.md#040).
|
||||
|
||||
- Changed text representation for vector elements to match `real`
|
||||
- Changed storage for vector from `plain` to `extended`
|
||||
@@ -69,7 +77,7 @@ If upgrading with Postgres < 13, see [this note](https://github.com/pgvector/pgv
|
||||
|
||||
## 0.3.1 (2022-11-02)
|
||||
|
||||
If upgrading from 0.2.7 or 0.3.0, [recreate](https://github.com/pgvector/pgvector#031) all `ivfflat` indexes after upgrading to ensure all data is indexed.
|
||||
If upgrading from 0.2.7 or 0.3.0, [recreate](https://github.com/pgvector/pgvector/blob/v0.3.1/README.md#031) all `ivfflat` indexes after upgrading to ensure all data is indexed.
|
||||
|
||||
- Fixed issue with inserts silently corrupting `ivfflat` indexes (introduced in 0.2.7)
|
||||
- Fixed segmentation fault with index creation when lists > 6500
|
||||
|
||||
@@ -12,7 +12,7 @@
|
||||
"prereqs": {
|
||||
"runtime": {
|
||||
"requires": {
|
||||
"PostgreSQL": "11.0.0"
|
||||
"PostgreSQL": "12.0.0"
|
||||
}
|
||||
}
|
||||
},
|
||||
|
||||
10
Makefile
10
Makefile
@@ -65,13 +65,17 @@ dist:
|
||||
mkdir -p dist
|
||||
git archive --format zip --prefix=$(EXTENSION)-$(EXTVERSION)/ --output dist/$(EXTENSION)-$(EXTVERSION).zip master
|
||||
|
||||
# for Docker
|
||||
PG_MAJOR ?= 16
|
||||
|
||||
.PHONY: docker
|
||||
|
||||
docker:
|
||||
docker build --pull --no-cache --platform linux/amd64 -t ankane/pgvector:latest .
|
||||
docker build --pull --no-cache --build-arg PG_MAJOR=$(PG_MAJOR) -t pgvector/pgvector:pg$(PG_MAJOR) .
|
||||
docker build --build-arg PG_MAJOR=$(PG_MAJOR) -t pgvector/pgvector:$(EXTVERSION)-pg$(PG_MAJOR) .
|
||||
|
||||
.PHONY: docker-release
|
||||
|
||||
docker-release:
|
||||
docker buildx build --push --pull --no-cache --platform linux/amd64,linux/arm64 -t ankane/pgvector:latest .
|
||||
docker buildx build --push --platform linux/amd64,linux/arm64 -t ankane/pgvector:v$(EXTVERSION) .
|
||||
docker buildx build --push --pull --no-cache --platform linux/amd64,linux/arm64 --build-arg PG_MAJOR=$(PG_MAJOR) -t pgvector/pgvector:pg$(PG_MAJOR) .
|
||||
docker buildx build --push --platform linux/amd64,linux/arm64 --build-arg PG_MAJOR=$(PG_MAJOR) -t pgvector/pgvector:$(EXTVERSION)-pg$(PG_MAJOR) .
|
||||
|
||||
124
README.md
124
README.md
@@ -14,6 +14,8 @@ Plus [ACID](https://en.wikipedia.org/wiki/ACID) compliance, point-in-time recove
|
||||
|
||||
## Installation
|
||||
|
||||
### Linux and Mac
|
||||
|
||||
Compile and install the extension (supports Postgres 11+)
|
||||
|
||||
```sh
|
||||
@@ -28,6 +30,28 @@ See the [installation notes](#installation-notes) if you run into issues
|
||||
|
||||
You can also install it with [Docker](#docker), [Homebrew](#homebrew), [PGXN](#pgxn), [APT](#apt), [Yum](#yum), or [conda-forge](#conda-forge), and it comes preinstalled with [Postgres.app](#postgresapp) and many [hosted providers](#hosted-postgres). There are also instructions for [GitHub Actions](https://github.com/pgvector/setup-pgvector).
|
||||
|
||||
### Windows
|
||||
|
||||
Ensure [C++ support in Visual Studio](https://learn.microsoft.com/en-us/cpp/build/building-on-the-command-line?view=msvc-170#download-and-install-the-tools) is installed, and run:
|
||||
|
||||
```cmd
|
||||
call "C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Auxiliary\Build\vcvars64.bat"
|
||||
```
|
||||
|
||||
Note: The exact path will vary depending on your Visual Studio version and edition
|
||||
|
||||
Then use `nmake` to build:
|
||||
|
||||
```cmd
|
||||
set "PGROOT=C:\Program Files\PostgreSQL\16"
|
||||
git clone --branch v0.5.1 https://github.com/pgvector/pgvector.git
|
||||
cd pgvector
|
||||
nmake /F Makefile.win
|
||||
nmake /F Makefile.win install
|
||||
```
|
||||
|
||||
You can also install it with [Docker](#docker) or [conda-forge](#conda-forge).
|
||||
|
||||
## Getting Started
|
||||
|
||||
Enable the extension (do this once in each database where you want to use it)
|
||||
@@ -240,6 +264,14 @@ HINT: Increase maintenance_work_mem to speed up builds.
|
||||
|
||||
Note: Do not set `maintenance_work_mem` so high that it exhausts the memory on the server
|
||||
|
||||
Starting with 0.6.0 [unreleased], you can also speed up index creation by increasing the number of parallel workers (2 by default)
|
||||
|
||||
```sql
|
||||
SET max_parallel_maintenance_workers = 7; -- plus leader
|
||||
```
|
||||
|
||||
For a large number of workers, you may also need to increase `max_parallel_workers` (8 by default)
|
||||
|
||||
### Indexing Progress
|
||||
|
||||
Check [indexing progress](https://www.postgresql.org/docs/current/progress-reporting.html#CREATE-INDEX-PROGRESS-REPORTING) with Postgres 12+
|
||||
@@ -304,6 +336,16 @@ SELECT ...
|
||||
COMMIT;
|
||||
```
|
||||
|
||||
### Index Build Time
|
||||
|
||||
Speed up index creation on large tables by increasing the number of parallel workers (2 by default)
|
||||
|
||||
```sql
|
||||
SET max_parallel_maintenance_workers = 7; -- plus leader
|
||||
```
|
||||
|
||||
For a large number of workers, you may also need to increase `max_parallel_workers` (8 by default)
|
||||
|
||||
### Indexing Progress
|
||||
|
||||
Check [indexing progress](https://www.postgresql.org/docs/current/progress-reporting.html#CREATE-INDEX-PROGRESS-REPORTING) with Postgres 12+
|
||||
@@ -572,7 +614,7 @@ sum(vector) → vector | sum | 0.5.0
|
||||
If your machine has multiple Postgres installations, specify the path to [pg_config](https://www.postgresql.org/docs/current/app-pgconfig.html) with:
|
||||
|
||||
```sh
|
||||
export PG_CONFIG=/Applications/Postgres.app/Contents/Versions/latest/bin/pg_config
|
||||
export PG_CONFIG=/Library/PostgreSQL/16/bin/pg_config
|
||||
```
|
||||
|
||||
Then re-run the installation instructions (run `make clean` before `make` if needed). If `sudo` is needed for `make install`, use:
|
||||
@@ -581,6 +623,14 @@ Then re-run the installation instructions (run `make clean` before `make` if nee
|
||||
sudo --preserve-env=PG_CONFIG make install
|
||||
```
|
||||
|
||||
A few common paths on Mac are:
|
||||
|
||||
- EDB installer - `/Library/PostgreSQL/16/bin/pg_config`
|
||||
- Homebrew (arm64) - `/opt/homebrew/opt/postgresql@16/bin/pg_config`
|
||||
- Homebrew (x86-64) - `/usr/local/opt/postgresql@16/bin/pg_config`
|
||||
|
||||
Note: Replace `16` with your Postgres server version
|
||||
|
||||
### Missing Header
|
||||
|
||||
If compilation fails with `fatal error: postgres.h: No such file or directory`, make sure Postgres development files are installed on the server.
|
||||
@@ -593,25 +643,9 @@ sudo apt install postgresql-server-dev-16
|
||||
|
||||
Note: Replace `16` with your Postgres server version
|
||||
|
||||
### Windows
|
||||
### Missing SDK
|
||||
|
||||
Support for Windows is currently experimental. Ensure [C++ support in Visual Studio](https://learn.microsoft.com/en-us/cpp/build/building-on-the-command-line?view=msvc-170#download-and-install-the-tools) is installed, and run:
|
||||
|
||||
```cmd
|
||||
call "C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Auxiliary\Build\vcvars64.bat"
|
||||
```
|
||||
|
||||
Note: The exact path will vary depending on your Visual Studio version and edition
|
||||
|
||||
Then use `nmake` to build:
|
||||
|
||||
```cmd
|
||||
set "PGROOT=C:\Program Files\PostgreSQL\16"
|
||||
git clone --branch v0.5.1 https://github.com/pgvector/pgvector.git
|
||||
cd pgvector
|
||||
nmake /F Makefile.win
|
||||
nmake /F Makefile.win install
|
||||
```
|
||||
If compilation fails and the output includes `warning: no such sysroot directory` on Mac, reinstall Xcode Command Line Tools.
|
||||
|
||||
## Additional Installation Methods
|
||||
|
||||
@@ -707,28 +741,32 @@ SELECT extversion FROM pg_extension WHERE extname = 'vector';
|
||||
|
||||
## Upgrade Notes
|
||||
|
||||
### 0.4.0
|
||||
### 0.6.0 [unreleased]
|
||||
|
||||
If upgrading with Postgres < 13, remove this line from `sql/vector--0.3.2--0.4.0.sql`:
|
||||
#### Postgres 12
|
||||
|
||||
If upgrading with Postgres 12, remove this line from `sql/vector--0.5.1--0.6.0.sql`:
|
||||
|
||||
```sql
|
||||
ALTER TYPE vector SET (STORAGE = extended);
|
||||
ALTER TYPE vector SET (STORAGE = external);
|
||||
```
|
||||
|
||||
Then run `make install` and `ALTER EXTENSION vector UPDATE;`.
|
||||
|
||||
### 0.3.1
|
||||
#### Docker
|
||||
|
||||
If upgrading from 0.2.7 or 0.3.0, recreate all `ivfflat` indexes after upgrading to ensure all data is indexed.
|
||||
The Docker image is now published in the `pgvector` org, and there are tags for each supported version of Postgres (rather than a `latest` tag).
|
||||
|
||||
```sql
|
||||
-- Postgres 12+
|
||||
REINDEX INDEX CONCURRENTLY index_name;
|
||||
```sh
|
||||
docker pull pgvector/pgvector:pg16
|
||||
# or
|
||||
docker pull pgvector/pgvector:0.6.0-pg16
|
||||
```
|
||||
|
||||
-- Postgres < 12
|
||||
CREATE INDEX CONCURRENTLY temp_name ON table USING ivfflat (column opclass);
|
||||
DROP INDEX CONCURRENTLY index_name;
|
||||
ALTER INDEX temp_name RENAME TO index_name;
|
||||
Also, if you’ve increased `maintenance_work_mem`, make sure `--shm-size` is at least that size to avoid an error with parallel HNSW index builds.
|
||||
|
||||
```sh
|
||||
docker run --shm-size=1g ...
|
||||
```
|
||||
|
||||
## Thanks
|
||||
@@ -774,14 +812,32 @@ make prove_installcheck # TAP tests
|
||||
To run single tests:
|
||||
|
||||
```sh
|
||||
make installcheck REGRESS=functions # regression test
|
||||
make prove_installcheck PROVE_TESTS=test/t/001_wal.pl # TAP test
|
||||
make installcheck REGRESS=functions # regression test
|
||||
make prove_installcheck PROVE_TESTS=test/t/001_ivfflat_wal.pl # TAP test
|
||||
```
|
||||
|
||||
To enable benchmarking:
|
||||
|
||||
```sh
|
||||
make clean && PG_CFLAGS=-DIVFFLAT_BENCH make && make install
|
||||
make clean && PG_CFLAGS="-DIVFFLAT_BENCH" make && make install
|
||||
```
|
||||
|
||||
To show memory usage:
|
||||
|
||||
```sh
|
||||
make clean && PG_CFLAGS="-DHNSW_MEMORY -DIVFFLAT_MEMORY" make && make install
|
||||
```
|
||||
|
||||
To enable assertions:
|
||||
|
||||
```sh
|
||||
make clean && PG_CFLAGS="-DUSE_ASSERT_CHECKING" make && make install
|
||||
```
|
||||
|
||||
To get k-means metrics:
|
||||
|
||||
```sh
|
||||
make clean && PG_CFLAGS="-DIVFFLAT_KMEANS_DEBUG" make && make install
|
||||
```
|
||||
|
||||
Resources for contributors
|
||||
|
||||
5
sql/vector--0.5.1--0.6.0.sql
Normal file
5
sql/vector--0.5.1--0.6.0.sql
Normal file
@@ -0,0 +1,5 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.6.0'" to load this file. \quit
|
||||
|
||||
-- remove this single line for Postgres < 13
|
||||
ALTER TYPE vector SET (STORAGE = external);
|
||||
@@ -26,7 +26,7 @@ CREATE TYPE vector (
|
||||
TYPMOD_IN = vector_typmod_in,
|
||||
RECEIVE = vector_recv,
|
||||
SEND = vector_send,
|
||||
STORAGE = extended
|
||||
STORAGE = external
|
||||
);
|
||||
|
||||
-- functions
|
||||
|
||||
20
src/hnsw.c
20
src/hnsw.c
@@ -4,13 +4,15 @@
|
||||
#include <math.h>
|
||||
|
||||
#include "access/amapi.h"
|
||||
#include "access/reloptions.h"
|
||||
#include "commands/progress.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "hnsw.h"
|
||||
#include "utils/guc.h"
|
||||
#include "utils/selfuncs.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "commands/progress.h"
|
||||
#if PG_VERSION_NUM < 150000
|
||||
#define MarkGUCPrefixReserved(x) EmitWarningsOnPlaceholders(x)
|
||||
#endif
|
||||
|
||||
int hnsw_ef_search;
|
||||
@@ -70,12 +72,13 @@ HnswInit(void)
|
||||
DefineCustomIntVariable("hnsw.ef_search", "Sets the size of the dynamic candidate list for search",
|
||||
"Valid range is 1..1000.", &hnsw_ef_search,
|
||||
HNSW_DEFAULT_EF_SEARCH, HNSW_MIN_EF_SEARCH, HNSW_MAX_EF_SEARCH, PGC_USERSET, 0, NULL, NULL, NULL);
|
||||
|
||||
MarkGUCPrefixReserved("hnsw");
|
||||
}
|
||||
|
||||
/*
|
||||
* Get the name of index build phase
|
||||
*/
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
static char *
|
||||
hnswbuildphasename(int64 phasenum)
|
||||
{
|
||||
@@ -89,7 +92,6 @@ hnswbuildphasename(int64 phasenum)
|
||||
return NULL;
|
||||
}
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Estimate the cost of an index scan
|
||||
@@ -104,9 +106,6 @@ hnswcostestimate(PlannerInfo *root, IndexPath *path, double loop_count,
|
||||
int m;
|
||||
int entryLevel;
|
||||
Relation index;
|
||||
#if PG_VERSION_NUM < 120000
|
||||
List *qinfos;
|
||||
#endif
|
||||
|
||||
/* Never use index without order */
|
||||
if (path->indexorderbys == NULL)
|
||||
@@ -132,12 +131,7 @@ hnswcostestimate(PlannerInfo *root, IndexPath *path, double loop_count,
|
||||
/* Account for number of tuples (or entry level), m, and ef_search */
|
||||
costs.numIndexTuples = (entryLevel + 2) * m;
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
genericcostestimate(root, path, loop_count, &costs);
|
||||
#else
|
||||
qinfos = deconstruct_indexquals(path);
|
||||
genericcostestimate(root, path, loop_count, qinfos, &costs);
|
||||
#endif
|
||||
|
||||
/* Use total cost since most work happens before first tuple is returned */
|
||||
*indexStartupCost = costs.indexTotalCost;
|
||||
@@ -231,9 +225,7 @@ hnswhandler(PG_FUNCTION_ARGS)
|
||||
amroutine->amcostestimate = hnswcostestimate;
|
||||
amroutine->amoptions = hnswoptions;
|
||||
amroutine->amproperty = NULL; /* TODO AMPROP_DISTANCE_ORDERABLE */
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
amroutine->ambuildphasename = hnswbuildphasename;
|
||||
#endif
|
||||
amroutine->amvalidate = hnswvalidate;
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
amroutine->amadjustmembers = NULL;
|
||||
|
||||
23
src/hnsw.h
23
src/hnsw.h
@@ -3,21 +3,17 @@
|
||||
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "access/genam.h"
|
||||
#include "access/parallel.h"
|
||||
#include "access/reloptions.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "nodes/execnodes.h"
|
||||
#include "port.h" /* for random() */
|
||||
#include "utils/relptr.h"
|
||||
#include "utils/sampling.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM < 110000
|
||||
#error "Requires PostgreSQL 11+"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 120000
|
||||
#include "access/relscan.h"
|
||||
#error "Requires PostgreSQL 12+"
|
||||
#endif
|
||||
|
||||
#define HNSW_MAX_DIM 2000
|
||||
@@ -68,6 +64,8 @@
|
||||
#define HNSW_ELEMENT_TUPLE_SIZE(size) MAXALIGN(offsetof(HnswElementTupleData, data) + (size))
|
||||
#define HNSW_NEIGHBOR_TUPLE_SIZE(level, m) MAXALIGN(offsetof(HnswNeighborTupleData, indextids) + ((level) + 2) * (m) * sizeof(ItemPointerData))
|
||||
|
||||
#define HNSW_NEIGHBOR_ARRAY_SIZE(lm) (offsetof(HnswNeighborArray, items) + sizeof(HnswCandidate) * (lm))
|
||||
|
||||
#define HnswPageGetOpaque(page) ((HnswPageOpaque) PageGetSpecialPointer(page))
|
||||
#define HnswPageGetMeta(page) ((HnswMetaPageData *) PageGetContents(page))
|
||||
|
||||
@@ -215,16 +213,10 @@ typedef struct HnswShared
|
||||
int nparticipantsdone;
|
||||
double reltuples;
|
||||
HnswGraph graphData;
|
||||
|
||||
#if PG_VERSION_NUM < 120000
|
||||
ParallelHeapScanDescData heapdesc; /* must come last */
|
||||
#endif
|
||||
} HnswShared;
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#define ParallelTableScanFromHnswShared(shared) \
|
||||
(ParallelTableScanDesc) ((char *) (shared) + BUFFERALIGN(sizeof(HnswShared)))
|
||||
#endif
|
||||
|
||||
typedef struct HnswLeader
|
||||
{
|
||||
@@ -362,7 +354,6 @@ typedef struct HnswVacuumState
|
||||
/* Variables */
|
||||
struct tidhash_hash *deleted;
|
||||
BufferAccessStrategy bas;
|
||||
HnswNeighborTuple ntup;
|
||||
HnswElementData highestPoint;
|
||||
|
||||
/* Memory */
|
||||
@@ -389,12 +380,12 @@ void HnswUpdateMetaPage(Relation index, int updateEntry, HnswElement entryPoint
|
||||
void HnswSetNeighborTuple(char *base, HnswNeighborTuple ntup, HnswElement e, int m);
|
||||
void HnswAddHeapTid(HnswElement element, ItemPointer heaptid);
|
||||
void HnswInitNeighbors(char *base, HnswElement element, int m, HnswAllocator * alloc);
|
||||
bool HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull, ItemPointer heap_tid, Relation heapRel, bool building);
|
||||
bool HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull, ItemPointer heap_tid, bool building);
|
||||
void HnswUpdateNeighborsOnDisk(Relation index, FmgrInfo *procinfo, Oid collation, HnswElement e, int m, bool checkExisting, bool building);
|
||||
void HnswLoadElementFromTuple(HnswElement element, HnswElementTuple etup, bool loadHeaptids, bool loadVec);
|
||||
void HnswLoadElement(HnswElement element, float *distance, Datum *q, Relation index, FmgrInfo *procinfo, Oid collation, bool loadVec);
|
||||
void HnswSetElementTuple(char *base, HnswElementTuple etup, HnswElement element);
|
||||
void HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int m, int lc, int *updateIdx, Relation index, FmgrInfo *procinfo, Oid collation);
|
||||
void HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int lm, int lc, int *updateIdx, Relation index, FmgrInfo *procinfo, Oid collation);
|
||||
void HnswLoadNeighbors(HnswElement element, Relation index, int m);
|
||||
PGDLLEXPORT void HnswParallelBuildMain(dsm_segment *seg, shm_toc *toc);
|
||||
|
||||
|
||||
133
src/hnswbuild.c
133
src/hnswbuild.c
@@ -39,12 +39,15 @@
|
||||
#include <math.h>
|
||||
|
||||
#include "access/parallel.h"
|
||||
#include "access/table.h"
|
||||
#include "access/tableam.h"
|
||||
#include "access/xact.h"
|
||||
#include "access/xloginsert.h"
|
||||
#include "catalog/index.h"
|
||||
#include "commands/progress.h"
|
||||
#include "hnsw.h"
|
||||
#include "miscadmin.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "nodes/pg_list.h"
|
||||
#include "optimizer/optimizer.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "tcop/tcopprot.h"
|
||||
#include "utils/datum.h"
|
||||
@@ -52,15 +55,8 @@
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_progress.h"
|
||||
#elif PG_VERSION_NUM >= 120000
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "access/tableam.h"
|
||||
#include "commands/progress.h"
|
||||
#else
|
||||
#define PROGRESS_CREATEIDX_TUPLES_DONE 0
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
@@ -69,26 +65,11 @@
|
||||
#define CALLBACK_ITEM_POINTER HeapTuple hup
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#define UpdateProgress(index, val) pgstat_progress_update_param(index, val)
|
||||
#else
|
||||
#define UpdateProgress(index, val) ((void)val)
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_status.h"
|
||||
#include "utils/wait_event.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "access/table.h"
|
||||
#include "optimizer/optimizer.h"
|
||||
#else
|
||||
#include "access/heapam.h"
|
||||
#include "optimizer/planner.h"
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#define PARALLEL_KEY_HNSW_SHARED UINT64CONST(0xA000000000000001)
|
||||
#define PARALLEL_KEY_HNSW_AREA UINT64CONST(0xA000000000000002)
|
||||
#define PARALLEL_KEY_QUERY_TEXT UINT64CONST(0xA000000000000003)
|
||||
@@ -160,10 +141,10 @@ HnswBuildAppendPage(Relation index, Buffer *buf, Page *page, ForkNumber forkNum)
|
||||
}
|
||||
|
||||
/*
|
||||
* Create element pages
|
||||
* Create graph pages
|
||||
*/
|
||||
static void
|
||||
CreateElementPages(HnswBuildState * buildstate)
|
||||
CreateGraphPages(HnswBuildState * buildstate)
|
||||
{
|
||||
Relation index = buildstate->index;
|
||||
ForkNumber forkNum = buildstate->forkNum;
|
||||
@@ -263,27 +244,24 @@ CreateElementPages(HnswBuildState * buildstate)
|
||||
}
|
||||
|
||||
/*
|
||||
* Create neighbor pages
|
||||
* Write neighbor tuples
|
||||
*/
|
||||
static void
|
||||
CreateNeighborPages(HnswBuildState * buildstate)
|
||||
WriteNeighborTuples(HnswBuildState * buildstate)
|
||||
{
|
||||
Relation index = buildstate->index;
|
||||
ForkNumber forkNum = buildstate->forkNum;
|
||||
int m = buildstate->m;
|
||||
HnswElementPtr iter = buildstate->graph->head;
|
||||
char *base = buildstate->hnswarea;
|
||||
HnswNeighborTuple ntup;
|
||||
|
||||
/* Allocate once */
|
||||
ntup = palloc0(BLCKSZ);
|
||||
|
||||
while (!HnswPtrIsNull(base, iter))
|
||||
{
|
||||
HnswElement e = HnswPtrAccess(base, iter);
|
||||
Buffer buf;
|
||||
Page page;
|
||||
Size ntupSize = HNSW_NEIGHBOR_TUPLE_SIZE(e->level, m);
|
||||
ItemId itemid;
|
||||
HnswNeighborTuple ntup;
|
||||
|
||||
/* Update iterator */
|
||||
iter = e->next;
|
||||
@@ -295,18 +273,19 @@ CreateNeighborPages(HnswBuildState * buildstate)
|
||||
buf = ReadBufferExtended(index, forkNum, e->neighborPage, RBM_NORMAL, NULL);
|
||||
LockBuffer(buf, BUFFER_LOCK_EXCLUSIVE);
|
||||
page = BufferGetPage(buf);
|
||||
itemid = PageGetItemId(page, e->neighborOffno);
|
||||
ntup = (HnswNeighborTuple) PageGetItem(page, itemid);
|
||||
|
||||
/* Check expected size */
|
||||
Assert(ItemIdGetLength(itemid) == HNSW_NEIGHBOR_TUPLE_SIZE(e->level, m));
|
||||
|
||||
/* Update page in-place */
|
||||
HnswSetNeighborTuple(base, ntup, e, m);
|
||||
|
||||
if (!PageIndexTupleOverwrite(page, e->neighborOffno, (Item) ntup, ntupSize))
|
||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||
|
||||
/* Commit */
|
||||
MarkBufferDirty(buf);
|
||||
UnlockReleaseBuffer(buf);
|
||||
}
|
||||
|
||||
pfree(ntup);
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -320,8 +299,8 @@ FlushPages(HnswBuildState * buildstate)
|
||||
#endif
|
||||
|
||||
CreateMetaPage(buildstate);
|
||||
CreateElementPages(buildstate);
|
||||
CreateNeighborPages(buildstate);
|
||||
CreateGraphPages(buildstate);
|
||||
WriteNeighborTuples(buildstate);
|
||||
|
||||
buildstate->graph->flushed = true;
|
||||
MemoryContextReset(buildstate->graphCtx);
|
||||
@@ -515,7 +494,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
{
|
||||
LWLockRelease(flushLock);
|
||||
|
||||
return HnswInsertTupleOnDisk(index, value, values, isnull, heaptid, buildstate->heap, true);
|
||||
return HnswInsertTupleOnDisk(index, value, values, isnull, heaptid, true);
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -547,7 +526,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
|
||||
LWLockRelease(flushLock);
|
||||
|
||||
return HnswInsertTupleOnDisk(index, value, values, isnull, heaptid, buildstate->heap, true);
|
||||
return HnswInsertTupleOnDisk(index, value, values, isnull, heaptid, true);
|
||||
}
|
||||
|
||||
/* Ok, we can proceed to allocate the element */
|
||||
@@ -604,7 +583,7 @@ BuildCallback(Relation index, CALLBACK_ITEM_POINTER, Datum *values,
|
||||
{
|
||||
/* Update progress */
|
||||
SpinLockAcquire(&graph->lock);
|
||||
UpdateProgress(PROGRESS_CREATEIDX_TUPLES_DONE, ++graph->indtuples);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_TUPLES_DONE, ++graph->indtuples);
|
||||
SpinLockRelease(&graph->lock);
|
||||
}
|
||||
|
||||
@@ -781,11 +760,7 @@ static void
|
||||
HnswParallelScanAndInsert(Relation heapRel, Relation indexRel, HnswShared * hnswshared, char *hnswarea, bool progress)
|
||||
{
|
||||
HnswBuildState buildstate;
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
TableScanDesc scan;
|
||||
#else
|
||||
HeapScanDesc scan;
|
||||
#endif
|
||||
double reltuples;
|
||||
IndexInfo *indexInfo;
|
||||
|
||||
@@ -796,18 +771,11 @@ HnswParallelScanAndInsert(Relation heapRel, Relation indexRel, HnswShared * hnsw
|
||||
buildstate.graph = &hnswshared->graphData;
|
||||
buildstate.hnswarea = hnswarea;
|
||||
InitAllocator(&buildstate.allocator, &HnswSharedMemoryAlloc, &buildstate);
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
scan = table_beginscan_parallel(heapRel,
|
||||
ParallelTableScanFromHnswShared(hnswshared));
|
||||
reltuples = table_index_build_scan(heapRel, indexRel, indexInfo,
|
||||
true, progress, BuildCallback,
|
||||
(void *) &buildstate, scan);
|
||||
#else
|
||||
scan = heap_beginscan_parallel(heapRel, &hnswshared->heapdesc);
|
||||
reltuples = IndexBuildHeapScan(heapRel, indexRel, indexInfo,
|
||||
true, BuildCallback,
|
||||
(void *) &buildstate, scan);
|
||||
#endif
|
||||
|
||||
/* Record statistics */
|
||||
SpinLockAcquire(&hnswshared->mutex);
|
||||
@@ -864,11 +832,7 @@ HnswParallelBuildMain(dsm_segment *seg, shm_toc *toc)
|
||||
}
|
||||
|
||||
/* Open relations within worker */
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
heapRel = table_open(hnswshared->heaprelid, heapLockmode);
|
||||
#else
|
||||
heapRel = heap_open(hnswshared->heaprelid, heapLockmode);
|
||||
#endif
|
||||
indexRel = index_open(hnswshared->indexrelid, indexLockmode);
|
||||
|
||||
hnswarea = shm_toc_lookup(toc, PARALLEL_KEY_HNSW_AREA, false);
|
||||
@@ -878,11 +842,7 @@ HnswParallelBuildMain(dsm_segment *seg, shm_toc *toc)
|
||||
|
||||
/* Close relations within worker */
|
||||
index_close(indexRel, indexLockmode);
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
table_close(heapRel, heapLockmode);
|
||||
#else
|
||||
heap_close(heapRel, heapLockmode);
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -907,19 +867,7 @@ HnswEndParallel(HnswLeader * hnswleader)
|
||||
static Size
|
||||
ParallelEstimateShared(Relation heap, Snapshot snapshot)
|
||||
{
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
return add_size(BUFFERALIGN(sizeof(HnswShared)), table_parallelscan_estimate(heap, snapshot));
|
||||
#else
|
||||
if (!IsMVCCSnapshot(snapshot))
|
||||
{
|
||||
Assert(snapshot == SnapshotAny);
|
||||
return sizeof(HnswShared);
|
||||
}
|
||||
|
||||
return add_size(offsetof(HnswShared, heapdesc) +
|
||||
offsetof(ParallelHeapScanDescData, phs_snapshot_data),
|
||||
EstimateSnapshotSpace(snapshot));
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -958,11 +906,7 @@ HnswBeginParallel(HnswBuildState * buildstate, bool isconcurrent, int request)
|
||||
/* Enter parallel mode and create context */
|
||||
EnterParallelMode();
|
||||
Assert(request > 0);
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
pcxt = CreateParallelContext("vector", "HnswParallelBuildMain", request);
|
||||
#else
|
||||
pcxt = CreateParallelContext("vector", "HnswParallelBuildMain", request, true);
|
||||
#endif
|
||||
|
||||
/* Get snapshot for table scan */
|
||||
if (!isconcurrent)
|
||||
@@ -978,7 +922,7 @@ HnswBeginParallel(HnswBuildState * buildstate, bool isconcurrent, int request)
|
||||
/* Docker has a default limit of 64 MB for shm_size */
|
||||
/* which happens to be the default value of maintenance_work_mem */
|
||||
esthnswarea = maintenance_work_mem * 1024L;
|
||||
estother = 2 * 1024 * 1024;
|
||||
estother = 3 * 1024 * 1024;
|
||||
if (esthnswarea > estother)
|
||||
esthnswarea -= estother;
|
||||
|
||||
@@ -1019,13 +963,9 @@ HnswBeginParallel(HnswBuildState * buildstate, bool isconcurrent, int request)
|
||||
/* Initialize mutable state */
|
||||
hnswshared->nparticipantsdone = 0;
|
||||
hnswshared->reltuples = 0;
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
table_parallelscan_initialize(buildstate->heap,
|
||||
ParallelTableScanFromHnswShared(hnswshared),
|
||||
snapshot);
|
||||
#else
|
||||
heap_parallelscan_initialize(&hnswshared->heapdesc, buildstate->heap, snapshot);
|
||||
#endif
|
||||
|
||||
hnswarea = (char *) shm_toc_allocate(pcxt->toc, esthnswarea);
|
||||
/* Report less than allocated so never fails */
|
||||
@@ -1104,7 +1044,7 @@ BuildGraph(HnswBuildState * buildstate, ForkNumber forkNum)
|
||||
{
|
||||
int parallel_workers = 0;
|
||||
|
||||
UpdateProgress(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_HNSW_PHASE_LOAD);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_HNSW_PHASE_LOAD);
|
||||
|
||||
/* Calculate parallel workers */
|
||||
if (buildstate->heap != NULL)
|
||||
@@ -1120,15 +1060,8 @@ BuildGraph(HnswBuildState * buildstate, ForkNumber forkNum)
|
||||
if (buildstate->hnswleader)
|
||||
buildstate->reltuples = ParallelHeapScan(buildstate);
|
||||
else
|
||||
{
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
buildstate->reltuples = table_index_build_scan(buildstate->heap, buildstate->index, buildstate->indexInfo,
|
||||
true, true, BuildCallback, (void *) buildstate, NULL);
|
||||
#else
|
||||
buildstate->reltuples = IndexBuildHeapScan(buildstate->heap, buildstate->index, buildstate->indexInfo,
|
||||
true, BuildCallback, (void *) buildstate, NULL);
|
||||
#endif
|
||||
}
|
||||
|
||||
buildstate->indtuples = buildstate->graph->indtuples;
|
||||
}
|
||||
@@ -1142,22 +1075,6 @@ BuildGraph(HnswBuildState * buildstate, ForkNumber forkNum)
|
||||
HnswEndParallel(buildstate->hnswleader);
|
||||
}
|
||||
|
||||
#if PG_VERSION_NUM < 110008
|
||||
void
|
||||
log_newpage_range(Relation rel, ForkNumber forkNum, BlockNumber startblk, BlockNumber endblk, bool page_std)
|
||||
{
|
||||
for (BlockNumber blkno = startblk; blkno < endblk; blkno++)
|
||||
{
|
||||
Buffer buf = ReadBufferExtended(rel, forkNum, blkno, RBM_NORMAL, NULL);
|
||||
|
||||
LockBuffer(buf, BUFFER_LOCK_EXCLUSIVE);
|
||||
MarkBufferDirty(buf);
|
||||
log_newpage_buffer(buf, page_std);
|
||||
UnlockReleaseBuffer(buf);
|
||||
}
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Build the index
|
||||
*/
|
||||
|
||||
@@ -2,6 +2,7 @@
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "hnsw.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "storage/lmgr.h"
|
||||
@@ -569,7 +570,7 @@ UpdateGraphOnDisk(Relation index, FmgrInfo *procinfo, Oid collation, HnswElement
|
||||
* Insert a tuple into the index
|
||||
*/
|
||||
bool
|
||||
HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull, ItemPointer heap_tid, Relation heapRel, bool building)
|
||||
HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull, ItemPointer heap_tid, bool building)
|
||||
{
|
||||
HnswElement entryPoint;
|
||||
HnswElement element;
|
||||
@@ -624,7 +625,7 @@ HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull,
|
||||
* Insert a tuple into the index
|
||||
*/
|
||||
static void
|
||||
HnswInsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid, Relation heapRel)
|
||||
HnswInsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid)
|
||||
{
|
||||
Datum value;
|
||||
FmgrInfo *normprocinfo;
|
||||
@@ -641,7 +642,7 @@ HnswInsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_ti
|
||||
return;
|
||||
}
|
||||
|
||||
HnswInsertTupleOnDisk(index, value, values, isnull, heap_tid, heapRel, false);
|
||||
HnswInsertTupleOnDisk(index, value, values, isnull, heap_tid, false);
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -670,7 +671,7 @@ hnswinsert(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid,
|
||||
oldCtx = MemoryContextSwitchTo(insertCtx);
|
||||
|
||||
/* Insert tuple */
|
||||
HnswInsertTuple(index, values, isnull, heap_tid, heap);
|
||||
HnswInsertTuple(index, values, isnull, heap_tid);
|
||||
|
||||
/* Delete memory context */
|
||||
MemoryContextSwitchTo(oldCtx);
|
||||
|
||||
@@ -201,12 +201,8 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
|
||||
|
||||
MemoryContextSwitchTo(oldCtx);
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
scan->xs_heaptid = *heaptid;
|
||||
#else
|
||||
scan->xs_ctup.t_self = *heaptid;
|
||||
#endif
|
||||
|
||||
scan->xs_recheck = false;
|
||||
scan->xs_recheckorderby = false;
|
||||
return true;
|
||||
}
|
||||
|
||||
124
src/hnswutils.c
124
src/hnswutils.c
@@ -2,9 +2,13 @@
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "hnsw.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "utils/datum.h"
|
||||
#include "utils/memdebug.h"
|
||||
#include "utils/rel.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
@@ -56,13 +60,6 @@ hash_tid(ItemPointerData tid)
|
||||
#define SH_DEFINE
|
||||
#include "lib/simplehash.h"
|
||||
|
||||
/* Needed to include simplehash.h twice */
|
||||
#if PG_VERSION_NUM < 120000
|
||||
#undef SH_EQUAL
|
||||
#define sh_log2 pointerhash_sh_log2
|
||||
#define sh_pow2 pointerhash_sh_pow2
|
||||
#endif
|
||||
|
||||
/* Pointer hash table */
|
||||
static uint32
|
||||
hash_pointer(uintptr_t ptr)
|
||||
@@ -84,15 +81,6 @@ hash_pointer(uintptr_t ptr)
|
||||
#define SH_DEFINE
|
||||
#include "lib/simplehash.h"
|
||||
|
||||
/* Needed to include simplehash.h again */
|
||||
#if PG_VERSION_NUM < 120000
|
||||
#undef SH_EQUAL
|
||||
#undef sh_log2
|
||||
#undef sh_pow2
|
||||
#define sh_log2 offsethash_sh_log2
|
||||
#define sh_pow2 offsethash_sh_pow2
|
||||
#endif
|
||||
|
||||
/* Offset hash table */
|
||||
static uint32
|
||||
hash_offset(Size offset)
|
||||
@@ -215,6 +203,19 @@ HnswInitPage(Buffer buf, Page page)
|
||||
HnswPageGetOpaque(page)->page_id = HNSW_PAGE_ID;
|
||||
}
|
||||
|
||||
/*
|
||||
* Allocate a neighbor array
|
||||
*/
|
||||
static HnswNeighborArray *
|
||||
HnswInitNeighborArray(int lm, HnswAllocator * allocator)
|
||||
{
|
||||
HnswNeighborArray *a = HnswAlloc(allocator, HNSW_NEIGHBOR_ARRAY_SIZE(lm));
|
||||
|
||||
a->length = 0;
|
||||
a->closerSet = false;
|
||||
return a;
|
||||
}
|
||||
|
||||
/*
|
||||
* Allocate neighbors
|
||||
*/
|
||||
@@ -222,22 +223,12 @@ void
|
||||
HnswInitNeighbors(char *base, HnswElement element, int m, HnswAllocator * allocator)
|
||||
{
|
||||
int level = element->level;
|
||||
|
||||
HnswNeighborArrayPtr *neighborList = (HnswNeighborArrayPtr *) HnswAlloc(allocator, sizeof(HnswNeighborArrayPtr) * (level + 1));
|
||||
|
||||
HnswPtrStore(base, element->neighbors, neighborList);
|
||||
|
||||
for (int lc = 0; lc <= level; lc++)
|
||||
{
|
||||
HnswNeighborArray *a;
|
||||
int lm = HnswGetLayerM(m, lc);
|
||||
|
||||
HnswPtrStore(base, neighborList[lc], (HnswNeighborArray *) HnswAlloc(allocator, offsetof(HnswNeighborArray, items) + sizeof(HnswCandidate) * lm));
|
||||
|
||||
a = HnswGetNeighbors(base, element, lc);
|
||||
a->length = 0;
|
||||
a->closerSet = false;
|
||||
}
|
||||
HnswPtrStore(base, neighborList[lc], HnswInitNeighborArray(HnswGetLayerM(m, lc), allocator));
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -325,7 +316,10 @@ HnswGetMetaPageInfo(Relation index, int *m, HnswElement * entryPoint)
|
||||
if (entryPoint != NULL)
|
||||
{
|
||||
if (BlockNumberIsValid(metap->entryBlkno))
|
||||
{
|
||||
*entryPoint = HnswInitElementFromBlock(metap->entryBlkno, metap->entryOffno);
|
||||
(*entryPoint)->level = metap->entryLevel;
|
||||
}
|
||||
else
|
||||
*entryPoint = NULL;
|
||||
}
|
||||
@@ -744,7 +738,7 @@ HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, F
|
||||
/* Create local memory for neighborhood if needed */
|
||||
if (index == NULL)
|
||||
{
|
||||
neighborhoodSize = offsetof(HnswNeighborArray, items) + sizeof(HnswCandidate) * HnswGetLayerM(m, lc);
|
||||
neighborhoodSize = HNSW_NEIGHBOR_ARRAY_SIZE(HnswGetLayerM(m, lc));
|
||||
neighborhoodData = palloc(neighborhoodSize);
|
||||
}
|
||||
|
||||
@@ -920,40 +914,10 @@ CompareCandidateDistancesOffset(const void *a, const void *b)
|
||||
* Calculate the distance between elements
|
||||
*/
|
||||
static float
|
||||
HnswGetDistance(char *base, HnswElement a, HnswElement b, int lc, FmgrInfo *procinfo, Oid collation)
|
||||
HnswGetDistance(char *base, HnswElement a, HnswElement b, FmgrInfo *procinfo, Oid collation)
|
||||
{
|
||||
Datum aValue;
|
||||
Datum bValue;
|
||||
|
||||
/* Look for cached distance */
|
||||
if (!HnswPtrIsNull(base, a->neighbors))
|
||||
{
|
||||
HnswNeighborArray *neighbors = HnswGetNeighbors(base, a, lc);
|
||||
|
||||
for (int i = 0; i < neighbors->length; i++)
|
||||
{
|
||||
HnswElement element = HnswPtrAccess(base, neighbors->items[i].element);
|
||||
|
||||
if (element == b)
|
||||
return neighbors->items[i].distance;
|
||||
}
|
||||
}
|
||||
|
||||
if (!HnswPtrIsNull(base, b->neighbors))
|
||||
{
|
||||
HnswNeighborArray *neighbors = HnswGetNeighbors(base, b, lc);
|
||||
|
||||
for (int i = 0; i < neighbors->length; i++)
|
||||
{
|
||||
HnswElement element = HnswPtrAccess(base, neighbors->items[i].element);
|
||||
|
||||
if (element == a)
|
||||
return neighbors->items[i].distance;
|
||||
}
|
||||
}
|
||||
|
||||
aValue = HnswGetValue(base, a);
|
||||
bValue = HnswGetValue(base, b);
|
||||
Datum aValue = HnswGetValue(base, a);
|
||||
Datum bValue = HnswGetValue(base, b);
|
||||
|
||||
return DatumGetFloat8(FunctionCall2Coll(procinfo, collation, aValue, bValue));
|
||||
}
|
||||
@@ -962,7 +926,7 @@ HnswGetDistance(char *base, HnswElement a, HnswElement b, int lc, FmgrInfo *proc
|
||||
* Check if an element is closer to q than any element from R
|
||||
*/
|
||||
static bool
|
||||
CheckElementCloser(char *base, HnswCandidate * e, List *r, int lc, FmgrInfo *procinfo, Oid collation)
|
||||
CheckElementCloser(char *base, HnswCandidate * e, List *r, FmgrInfo *procinfo, Oid collation)
|
||||
{
|
||||
HnswElement eElement = HnswPtrAccess(base, e->element);
|
||||
ListCell *lc2;
|
||||
@@ -971,7 +935,7 @@ CheckElementCloser(char *base, HnswCandidate * e, List *r, int lc, FmgrInfo *pro
|
||||
{
|
||||
HnswCandidate *ri = lfirst(lc2);
|
||||
HnswElement riElement = HnswPtrAccess(base, ri->element);
|
||||
float distance = HnswGetDistance(base, eElement, riElement, lc, procinfo, collation);
|
||||
float distance = HnswGetDistance(base, eElement, riElement, procinfo, collation);
|
||||
|
||||
if (distance <= e->distance)
|
||||
return false;
|
||||
@@ -984,7 +948,7 @@ CheckElementCloser(char *base, HnswCandidate * e, List *r, int lc, FmgrInfo *pro
|
||||
* Algorithm 4 from paper
|
||||
*/
|
||||
static List *
|
||||
SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid collation, HnswElement e2, HnswCandidate * newCandidate, HnswCandidate * *pruned, bool sortCandidates)
|
||||
SelectNeighbors(char *base, List *c, int lm, int lc, FmgrInfo *procinfo, Oid collation, HnswElement e2, HnswCandidate * newCandidate, HnswCandidate * *pruned, bool sortCandidates)
|
||||
{
|
||||
List *r = NIL;
|
||||
List *w = list_copy(c);
|
||||
@@ -994,7 +958,7 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
List *added = NIL;
|
||||
bool removedAny = false;
|
||||
|
||||
if (list_length(w) <= m)
|
||||
if (list_length(w) <= lm)
|
||||
return w;
|
||||
|
||||
wd = pairingheap_allocate(CompareNearestCandidates, NULL);
|
||||
@@ -1008,7 +972,7 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
list_sort(w, CompareCandidateDistancesOffset);
|
||||
}
|
||||
|
||||
while (list_length(w) > 0 && list_length(r) < m)
|
||||
while (list_length(w) > 0 && list_length(r) < lm)
|
||||
{
|
||||
/* Assumes w is already ordered desc */
|
||||
HnswCandidate *e = llast(w);
|
||||
@@ -1017,16 +981,20 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
|
||||
/* Use previous state of r and wd to skip work when possible */
|
||||
if (mustCalculate)
|
||||
e->closer = CheckElementCloser(base, e, r, lc, procinfo, collation);
|
||||
e->closer = CheckElementCloser(base, e, r, procinfo, collation);
|
||||
else if (list_length(added) > 0)
|
||||
{
|
||||
/* Keep Valgrind happy for in-memory, parallel builds */
|
||||
if (base != NULL)
|
||||
VALGRIND_MAKE_MEM_DEFINED(&e->closer, 1);
|
||||
|
||||
/*
|
||||
* If the current candidate was closer, we only need to compare it
|
||||
* with the other candidates that we have added.
|
||||
*/
|
||||
if (e->closer)
|
||||
{
|
||||
e->closer = CheckElementCloser(base, e, added, lc, procinfo, collation);
|
||||
e->closer = CheckElementCloser(base, e, added, procinfo, collation);
|
||||
|
||||
if (!e->closer)
|
||||
removedAny = true;
|
||||
@@ -1039,7 +1007,7 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
*/
|
||||
if (removedAny)
|
||||
{
|
||||
e->closer = CheckElementCloser(base, e, r, lc, procinfo, collation);
|
||||
e->closer = CheckElementCloser(base, e, r, procinfo, collation);
|
||||
if (e->closer)
|
||||
added = lappend(added, e);
|
||||
}
|
||||
@@ -1047,11 +1015,15 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
}
|
||||
else if (e == newCandidate)
|
||||
{
|
||||
e->closer = CheckElementCloser(base, e, r, lc, procinfo, collation);
|
||||
e->closer = CheckElementCloser(base, e, r, procinfo, collation);
|
||||
if (e->closer)
|
||||
added = lappend(added, e);
|
||||
}
|
||||
|
||||
/* Keep Valgrind happy for in-memory, parallel builds */
|
||||
if (base != NULL)
|
||||
VALGRIND_MAKE_MEM_DEFINED(&e->closer, 1);
|
||||
|
||||
if (e->closer)
|
||||
r = lappend(r, e);
|
||||
else
|
||||
@@ -1062,7 +1034,7 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
neighbors->closerSet = sortCandidates;
|
||||
|
||||
/* Keep pruned connections */
|
||||
while (!pairingheap_is_empty(wd) && list_length(r) < m)
|
||||
while (!pairingheap_is_empty(wd) && list_length(r) < lm)
|
||||
r = lappend(r, ((HnswPairingHeapNode *) pairingheap_remove_first(wd))->inner);
|
||||
|
||||
/* Return pruned for update connections */
|
||||
@@ -1081,7 +1053,7 @@ SelectNeighbors(char *base, List *c, int m, int lc, FmgrInfo *procinfo, Oid coll
|
||||
* Add connections
|
||||
*/
|
||||
static void
|
||||
AddConnections(char *base, HnswElement element, List *neighbors, int m, int lc)
|
||||
AddConnections(char *base, HnswElement element, List *neighbors, int lc)
|
||||
{
|
||||
ListCell *lc2;
|
||||
HnswNeighborArray *a = HnswGetNeighbors(base, element, lc);
|
||||
@@ -1094,7 +1066,7 @@ AddConnections(char *base, HnswElement element, List *neighbors, int m, int lc)
|
||||
* Update connections
|
||||
*/
|
||||
void
|
||||
HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int m, int lc, int *updateIdx, Relation index, FmgrInfo *procinfo, Oid collation)
|
||||
HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int lm, int lc, int *updateIdx, Relation index, FmgrInfo *procinfo, Oid collation)
|
||||
{
|
||||
HnswElement hce = HnswPtrAccess(base, hc->element);
|
||||
HnswNeighborArray *currentNeighbors = HnswGetNeighbors(base, hce, lc);
|
||||
@@ -1103,7 +1075,7 @@ HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int m,
|
||||
HnswPtrStore(base, hc2.element, element);
|
||||
hc2.distance = hc->distance;
|
||||
|
||||
if (currentNeighbors->length < m)
|
||||
if (currentNeighbors->length < lm)
|
||||
{
|
||||
currentNeighbors->items[currentNeighbors->length++] = hc2;
|
||||
|
||||
@@ -1149,7 +1121,7 @@ HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int m,
|
||||
c = lappend(c, ¤tNeighbors->items[i]);
|
||||
c = lappend(c, &hc2);
|
||||
|
||||
SelectNeighbors(base, c, m, lc, procinfo, collation, hce, &hc2, &pruned, true);
|
||||
SelectNeighbors(base, c, lm, lc, procinfo, collation, hce, &hc2, &pruned, true);
|
||||
|
||||
/* Should not happen */
|
||||
if (pruned == NULL)
|
||||
@@ -1283,7 +1255,7 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
|
||||
*/
|
||||
neighbors = SelectNeighbors(base, lw, lm, lc, procinfo, collation, element, NULL, NULL, false);
|
||||
|
||||
AddConnections(base, element, neighbors, lm, lc);
|
||||
AddConnections(base, element, neighbors, lc);
|
||||
|
||||
ep = w;
|
||||
}
|
||||
|
||||
@@ -2,6 +2,7 @@
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "hnsw.h"
|
||||
#include "storage/bufmgr.h"
|
||||
@@ -197,8 +198,8 @@ RepairGraphElement(HnswVacuumState * vacuumstate, HnswElement element, HnswEleme
|
||||
FmgrInfo *procinfo = vacuumstate->procinfo;
|
||||
Oid collation = vacuumstate->collation;
|
||||
BufferAccessStrategy bas = vacuumstate->bas;
|
||||
HnswNeighborTuple ntup = vacuumstate->ntup;
|
||||
Size ntupSize = HNSW_NEIGHBOR_TUPLE_SIZE(element->level, m);
|
||||
ItemId itemid;
|
||||
HnswNeighborTuple ntup;
|
||||
char *base = NULL;
|
||||
|
||||
/* Skip if element is entry point */
|
||||
@@ -212,20 +213,23 @@ RepairGraphElement(HnswVacuumState * vacuumstate, HnswElement element, HnswEleme
|
||||
/* Find neighbors for element, skipping itself */
|
||||
HnswFindElementNeighbors(base, element, entryPoint, index, procinfo, collation, m, efConstruction, true);
|
||||
|
||||
/* Update neighbor tuple */
|
||||
/* Do this before getting page to minimize locking */
|
||||
HnswSetNeighborTuple(base, ntup, element, m);
|
||||
|
||||
/* Get neighbor page */
|
||||
buf = ReadBufferExtended(index, MAIN_FORKNUM, element->neighborPage, RBM_NORMAL, bas);
|
||||
LockBuffer(buf, BUFFER_LOCK_EXCLUSIVE);
|
||||
state = GenericXLogStart(index);
|
||||
page = GenericXLogRegisterBuffer(state, buf, 0);
|
||||
|
||||
/* Overwrite tuple */
|
||||
if (!PageIndexTupleOverwrite(page, element->neighborOffno, (Item) ntup, ntupSize))
|
||||
/* Get neighbor tuple */
|
||||
itemid = PageGetItemId(page, element->neighborOffno);
|
||||
ntup = (HnswNeighborTuple) PageGetItem(page, itemid);
|
||||
|
||||
/* Check expected size */
|
||||
if (ItemIdGetLength(itemid) != HNSW_NEIGHBOR_TUPLE_SIZE(element->level, m))
|
||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||
|
||||
/* Update page in-place */
|
||||
HnswSetNeighborTuple(base, ntup, element, m);
|
||||
|
||||
/* Commit */
|
||||
GenericXLogFinish(state);
|
||||
UnlockReleaseBuffer(buf);
|
||||
@@ -587,7 +591,6 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
|
||||
vacuumstate->bas = GetAccessStrategy(BAS_BULKREAD);
|
||||
vacuumstate->procinfo = index_getprocinfo(index, 1, HNSW_DISTANCE_PROC);
|
||||
vacuumstate->collation = index->rd_indcollation[0];
|
||||
vacuumstate->ntup = palloc0(BLCKSZ);
|
||||
vacuumstate->tmpCtx = AllocSetContextCreate(CurrentMemoryContext,
|
||||
"Hnsw vacuum temporary context",
|
||||
ALLOCSET_DEFAULT_SIZES);
|
||||
@@ -607,7 +610,6 @@ FreeVacuumState(HnswVacuumState * vacuumstate)
|
||||
{
|
||||
tidhash_destroy(vacuumstate->deleted);
|
||||
FreeAccessStrategy(vacuumstate->bas);
|
||||
pfree(vacuumstate->ntup);
|
||||
MemoryContextDelete(vacuumstate->tmpCtx);
|
||||
}
|
||||
|
||||
|
||||
105
src/ivfbuild.c
105
src/ivfbuild.c
@@ -2,30 +2,25 @@
|
||||
|
||||
#include <float.h>
|
||||
|
||||
#include "access/table.h"
|
||||
#include "access/tableam.h"
|
||||
#include "access/parallel.h"
|
||||
#include "access/xact.h"
|
||||
#include "catalog/index.h"
|
||||
#include "catalog/pg_operator_d.h"
|
||||
#include "catalog/pg_type_d.h"
|
||||
#include "commands/progress.h"
|
||||
#include "ivfflat.h"
|
||||
#include "miscadmin.h"
|
||||
#include "optimizer/optimizer.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "tcop/tcopprot.h"
|
||||
#include "utils/memutils.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_progress.h"
|
||||
#elif PG_VERSION_NUM >= 120000
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "access/tableam.h"
|
||||
#include "commands/progress.h"
|
||||
#else
|
||||
#define PROGRESS_CREATEIDX_SUBPHASE 0
|
||||
#define PROGRESS_CREATEIDX_TUPLES_TOTAL 0
|
||||
#define PROGRESS_CREATEIDX_TUPLES_DONE 0
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
@@ -34,26 +29,11 @@
|
||||
#define CALLBACK_ITEM_POINTER HeapTuple hup
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#define UpdateProgress(index, val) pgstat_progress_update_param(index, val)
|
||||
#else
|
||||
#define UpdateProgress(index, val) ((void)val)
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_status.h"
|
||||
#include "utils/wait_event.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "access/table.h"
|
||||
#include "optimizer/optimizer.h"
|
||||
#else
|
||||
#include "access/heapam.h"
|
||||
#include "optimizer/planner.h"
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#define PARALLEL_KEY_IVFFLAT_SHARED UINT64CONST(0xA000000000000001)
|
||||
#define PARALLEL_KEY_TUPLESORT UINT64CONST(0xA000000000000002)
|
||||
#define PARALLEL_KEY_IVFFLAT_CENTERS UINT64CONST(0xA000000000000003)
|
||||
@@ -150,13 +130,8 @@ SampleRows(IvfflatBuildState * buildstate)
|
||||
{
|
||||
BlockNumber targblock = BlockSampler_Next(&buildstate->bs);
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
table_index_build_range_scan(buildstate->heap, buildstate->index, buildstate->indexInfo,
|
||||
false, true, false, targblock, 1, SampleCallback, (void *) buildstate, NULL);
|
||||
#else
|
||||
IndexBuildHeapRangeScan(buildstate->heap, buildstate->index, buildstate->indexInfo,
|
||||
false, true, targblock, 1, SampleCallback, (void *) buildstate, NULL);
|
||||
#endif
|
||||
}
|
||||
}
|
||||
|
||||
@@ -282,16 +257,12 @@ InsertTuples(Relation index, IvfflatBuildState * buildstate, ForkNumber forkNum)
|
||||
IndexTuple itup = NULL; /* silence compiler warning */
|
||||
int64 inserted = 0;
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
TupleTableSlot *slot = MakeSingleTupleTableSlot(buildstate->tupdesc, &TTSOpsMinimalTuple);
|
||||
#else
|
||||
TupleTableSlot *slot = MakeSingleTupleTableSlot(buildstate->tupdesc);
|
||||
#endif
|
||||
TupleDesc tupdesc = RelationGetDescr(index);
|
||||
|
||||
UpdateProgress(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_LOAD);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_LOAD);
|
||||
|
||||
UpdateProgress(PROGRESS_CREATEIDX_TUPLES_TOTAL, buildstate->indtuples);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_TUPLES_TOTAL, buildstate->indtuples);
|
||||
|
||||
GetNextTuple(buildstate->sortstate, tupdesc, slot, &itup, &list);
|
||||
|
||||
@@ -327,7 +298,7 @@ InsertTuples(Relation index, IvfflatBuildState * buildstate, ForkNumber forkNum)
|
||||
|
||||
pfree(itup);
|
||||
|
||||
UpdateProgress(PROGRESS_CREATEIDX_TUPLES_DONE, ++inserted);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_TUPLES_DONE, ++inserted);
|
||||
|
||||
GetNextTuple(buildstate->sortstate, tupdesc, slot, &itup, &list);
|
||||
}
|
||||
@@ -375,20 +346,12 @@ InitBuildState(IvfflatBuildState * buildstate, Relation heap, Relation index, In
|
||||
elog(ERROR, "dimensions must be greater than one for this opclass");
|
||||
|
||||
/* Create tuple description for sorting */
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
buildstate->tupdesc = CreateTemplateTupleDesc(3);
|
||||
#else
|
||||
buildstate->tupdesc = CreateTemplateTupleDesc(3, false);
|
||||
#endif
|
||||
TupleDescInitEntry(buildstate->tupdesc, (AttrNumber) 1, "list", INT4OID, -1, 0);
|
||||
TupleDescInitEntry(buildstate->tupdesc, (AttrNumber) 2, "tid", TIDOID, -1, 0);
|
||||
TupleDescInitEntry(buildstate->tupdesc, (AttrNumber) 3, "vector", RelationGetDescr(index)->attrs[0].atttypid, -1, 0);
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
buildstate->slot = MakeSingleTupleTableSlot(buildstate->tupdesc, &TTSOpsVirtual);
|
||||
#else
|
||||
buildstate->slot = MakeSingleTupleTableSlot(buildstate->tupdesc);
|
||||
#endif
|
||||
|
||||
buildstate->centers = VectorArrayInit(buildstate->lists, buildstate->dimensions);
|
||||
buildstate->listInfo = palloc(sizeof(ListInfo) * buildstate->lists);
|
||||
@@ -435,7 +398,7 @@ ComputeCenters(IvfflatBuildState * buildstate)
|
||||
{
|
||||
int numSamples;
|
||||
|
||||
UpdateProgress(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_KMEANS);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_KMEANS);
|
||||
|
||||
/* Target 50 samples per list, with at least 10000 samples */
|
||||
/* The number of samples has a large effect on index build time */
|
||||
@@ -510,7 +473,7 @@ CreateListPages(Relation index, VectorArray centers, int dimensions,
|
||||
IvfflatList list;
|
||||
|
||||
listSize = MAXALIGN(IVFFLAT_LIST_SIZE(dimensions));
|
||||
list = palloc(listSize);
|
||||
list = palloc0(listSize);
|
||||
|
||||
buf = IvfflatNewBuffer(index, forkNum);
|
||||
IvfflatInitRegisterPage(index, &buf, &page, &state);
|
||||
@@ -631,11 +594,7 @@ IvfflatParallelScanAndSort(IvfflatSpool * ivfspool, IvfflatShared * ivfshared, S
|
||||
{
|
||||
SortCoordinate coordinate;
|
||||
IvfflatBuildState buildstate;
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
TableScanDesc scan;
|
||||
#else
|
||||
HeapScanDesc scan;
|
||||
#endif
|
||||
double reltuples;
|
||||
IndexInfo *indexInfo;
|
||||
|
||||
@@ -659,18 +618,11 @@ IvfflatParallelScanAndSort(IvfflatSpool * ivfspool, IvfflatShared * ivfshared, S
|
||||
buildstate.centers->length = buildstate.centers->maxlen;
|
||||
ivfspool->sortstate = tuplesort_begin_heap(buildstate.tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, sortmem, coordinate, false);
|
||||
buildstate.sortstate = ivfspool->sortstate;
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
scan = table_beginscan_parallel(ivfspool->heap,
|
||||
ParallelTableScanFromIvfflatShared(ivfshared));
|
||||
reltuples = table_index_build_scan(ivfspool->heap, ivfspool->index, indexInfo,
|
||||
true, progress, BuildCallback,
|
||||
(void *) &buildstate, scan);
|
||||
#else
|
||||
scan = heap_beginscan_parallel(ivfspool->heap, &ivfshared->heapdesc);
|
||||
reltuples = IndexBuildHeapScan(ivfspool->heap, ivfspool->index, indexInfo,
|
||||
true, BuildCallback,
|
||||
(void *) &buildstate, scan);
|
||||
#endif
|
||||
|
||||
/* Execute this worker's part of the sort */
|
||||
tuplesort_performsort(ivfspool->sortstate);
|
||||
@@ -740,11 +692,7 @@ IvfflatParallelBuildMain(dsm_segment *seg, shm_toc *toc)
|
||||
}
|
||||
|
||||
/* Open relations within worker */
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
heapRel = table_open(ivfshared->heaprelid, heapLockmode);
|
||||
#else
|
||||
heapRel = heap_open(ivfshared->heaprelid, heapLockmode);
|
||||
#endif
|
||||
indexRel = index_open(ivfshared->indexrelid, indexLockmode);
|
||||
|
||||
/* Initialize worker's own spool */
|
||||
@@ -764,11 +712,7 @@ IvfflatParallelBuildMain(dsm_segment *seg, shm_toc *toc)
|
||||
|
||||
/* Close relations within worker */
|
||||
index_close(indexRel, indexLockmode);
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
table_close(heapRel, heapLockmode);
|
||||
#else
|
||||
heap_close(heapRel, heapLockmode);
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -793,19 +737,7 @@ IvfflatEndParallel(IvfflatLeader * ivfleader)
|
||||
static Size
|
||||
ParallelEstimateShared(Relation heap, Snapshot snapshot)
|
||||
{
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
return add_size(BUFFERALIGN(sizeof(IvfflatShared)), table_parallelscan_estimate(heap, snapshot));
|
||||
#else
|
||||
if (!IsMVCCSnapshot(snapshot))
|
||||
{
|
||||
Assert(snapshot == SnapshotAny);
|
||||
return sizeof(IvfflatShared);
|
||||
}
|
||||
|
||||
return add_size(offsetof(IvfflatShared, heapdesc) +
|
||||
offsetof(ParallelHeapScanDescData, phs_snapshot_data),
|
||||
EstimateSnapshotSpace(snapshot));
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -856,11 +788,7 @@ IvfflatBeginParallel(IvfflatBuildState * buildstate, bool isconcurrent, int requ
|
||||
/* Enter parallel mode and create context */
|
||||
EnterParallelMode();
|
||||
Assert(request > 0);
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
pcxt = CreateParallelContext("vector", "IvfflatParallelBuildMain", request);
|
||||
#else
|
||||
pcxt = CreateParallelContext("vector", "IvfflatParallelBuildMain", request, true);
|
||||
#endif
|
||||
|
||||
scantuplesortstates = leaderparticipates ? request + 1 : request;
|
||||
|
||||
@@ -918,13 +846,9 @@ IvfflatBeginParallel(IvfflatBuildState * buildstate, bool isconcurrent, int requ
|
||||
#ifdef IVFFLAT_KMEANS_DEBUG
|
||||
ivfshared->inertia = 0;
|
||||
#endif
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
table_parallelscan_initialize(buildstate->heap,
|
||||
ParallelTableScanFromIvfflatShared(ivfshared),
|
||||
snapshot);
|
||||
#else
|
||||
heap_parallelscan_initialize(&ivfshared->heapdesc, buildstate->heap, snapshot);
|
||||
#endif
|
||||
|
||||
/* Store shared tuplesort-private state, for which we reserved space */
|
||||
sharedsort = (Sharedsort *) shm_toc_allocate(pcxt->toc, estsort);
|
||||
@@ -995,7 +919,7 @@ AssignTuples(IvfflatBuildState * buildstate)
|
||||
Oid sortCollations[] = {InvalidOid};
|
||||
bool nullsFirstFlags[] = {false};
|
||||
|
||||
UpdateProgress(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_ASSIGN);
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_ASSIGN);
|
||||
|
||||
/* Calculate parallel workers */
|
||||
if (buildstate->heap != NULL)
|
||||
@@ -1023,15 +947,8 @@ AssignTuples(IvfflatBuildState * buildstate)
|
||||
if (buildstate->ivfleader)
|
||||
buildstate->reltuples = ParallelHeapScan(buildstate);
|
||||
else
|
||||
{
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
buildstate->reltuples = table_index_build_scan(buildstate->heap, buildstate->index, buildstate->indexInfo,
|
||||
true, true, BuildCallback, (void *) buildstate, NULL);
|
||||
#else
|
||||
buildstate->reltuples = IndexBuildHeapScan(buildstate->heap, buildstate->index, buildstate->indexInfo,
|
||||
true, BuildCallback, (void *) buildstate, NULL);
|
||||
#endif
|
||||
}
|
||||
|
||||
#ifdef IVFFLAT_KMEANS_DEBUG
|
||||
PrintKmeansMetrics(buildstate);
|
||||
|
||||
@@ -3,14 +3,16 @@
|
||||
#include <float.h>
|
||||
|
||||
#include "access/amapi.h"
|
||||
#include "access/reloptions.h"
|
||||
#include "commands/progress.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "ivfflat.h"
|
||||
#include "utils/guc.h"
|
||||
#include "utils/selfuncs.h"
|
||||
#include "utils/spccache.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "commands/progress.h"
|
||||
#if PG_VERSION_NUM < 150000
|
||||
#define MarkGUCPrefixReserved(x) EmitWarningsOnPlaceholders(x)
|
||||
#endif
|
||||
|
||||
int ivfflat_probes;
|
||||
@@ -33,12 +35,13 @@ IvfflatInit(void)
|
||||
DefineCustomIntVariable("ivfflat.probes", "Sets the number of probes",
|
||||
"Valid range is 1..lists.", &ivfflat_probes,
|
||||
IVFFLAT_DEFAULT_PROBES, IVFFLAT_MIN_LISTS, IVFFLAT_MAX_LISTS, PGC_USERSET, 0, NULL, NULL, NULL);
|
||||
|
||||
MarkGUCPrefixReserved("ivfflat");
|
||||
}
|
||||
|
||||
/*
|
||||
* Get the name of index build phase
|
||||
*/
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
static char *
|
||||
ivfflatbuildphasename(int64 phasenum)
|
||||
{
|
||||
@@ -56,7 +59,6 @@ ivfflatbuildphasename(int64 phasenum)
|
||||
return NULL;
|
||||
}
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Estimate the cost of an index scan
|
||||
@@ -72,9 +74,6 @@ ivfflatcostestimate(PlannerInfo *root, IndexPath *path, double loop_count,
|
||||
double ratio;
|
||||
double spc_seq_page_cost;
|
||||
Relation index;
|
||||
#if PG_VERSION_NUM < 120000
|
||||
List *qinfos;
|
||||
#endif
|
||||
|
||||
/* Never use index without order */
|
||||
if (path->indexorderbys == NULL)
|
||||
@@ -105,12 +104,7 @@ ivfflatcostestimate(PlannerInfo *root, IndexPath *path, double loop_count,
|
||||
*/
|
||||
costs.numIndexTuples = path->indexinfo->tuples * ratio;
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
genericcostestimate(root, path, loop_count, &costs);
|
||||
#else
|
||||
qinfos = deconstruct_indexquals(path);
|
||||
genericcostestimate(root, path, loop_count, qinfos, &costs);
|
||||
#endif
|
||||
|
||||
get_tablespace_page_costs(path->indexinfo->reltablespace, NULL, &spc_seq_page_cost);
|
||||
|
||||
@@ -227,9 +221,7 @@ ivfflathandler(PG_FUNCTION_ARGS)
|
||||
amroutine->amcostestimate = ivfflatcostestimate;
|
||||
amroutine->amoptions = ivfflatoptions;
|
||||
amroutine->amproperty = NULL; /* TODO AMPROP_DISTANCE_ORDERABLE */
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
amroutine->ambuildphasename = ivfflatbuildphasename;
|
||||
#endif
|
||||
amroutine->amvalidate = ivfflatvalidate;
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
amroutine->amadjustmembers = NULL;
|
||||
|
||||
@@ -3,9 +3,10 @@
|
||||
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "access/parallel.h"
|
||||
#include "access/reloptions.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "nodes/execnodes.h"
|
||||
#include "port.h" /* for random() */
|
||||
#include "utils/sampling.h"
|
||||
@@ -16,10 +17,6 @@
|
||||
#include "common/pg_prng.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 120000
|
||||
#include "access/relscan.h"
|
||||
#endif
|
||||
|
||||
#ifdef IVFFLAT_BENCH
|
||||
#include "portability/instr_time.h"
|
||||
#endif
|
||||
@@ -135,16 +132,10 @@ typedef struct IvfflatShared
|
||||
#ifdef IVFFLAT_KMEANS_DEBUG
|
||||
double inertia;
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 120000
|
||||
ParallelHeapScanDescData heapdesc; /* must come last */
|
||||
#endif
|
||||
} IvfflatShared;
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#define ParallelTableScanFromIvfflatShared(shared) \
|
||||
(ParallelTableScanDesc) ((char *) (shared) + BUFFERALIGN(sizeof(IvfflatShared)))
|
||||
#endif
|
||||
|
||||
typedef struct IvfflatLeader
|
||||
{
|
||||
|
||||
@@ -2,6 +2,7 @@
|
||||
|
||||
#include <float.h>
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "ivfflat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "storage/lmgr.h"
|
||||
|
||||
@@ -5,6 +5,7 @@
|
||||
#include "access/relscan.h"
|
||||
#include "catalog/pg_operator_d.h"
|
||||
#include "catalog/pg_type_d.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "ivfflat.h"
|
||||
#include "miscadmin.h"
|
||||
#include "pgstat.h"
|
||||
@@ -105,12 +106,7 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
||||
IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
|
||||
TupleDesc tupdesc = RelationGetDescr(scan->indexRelation);
|
||||
double tuples = 0;
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
TupleTableSlot *slot = MakeSingleTupleTableSlot(so->tupdesc, &TTSOpsVirtual);
|
||||
#else
|
||||
TupleTableSlot *slot = MakeSingleTupleTableSlot(so->tupdesc);
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Reuse same set of shared buffers for scan
|
||||
@@ -216,22 +212,14 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
|
||||
so->collation = index->rd_indcollation[0];
|
||||
|
||||
/* Create tuple description for sorting */
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
so->tupdesc = CreateTemplateTupleDesc(2);
|
||||
#else
|
||||
so->tupdesc = CreateTemplateTupleDesc(2, false);
|
||||
#endif
|
||||
TupleDescInitEntry(so->tupdesc, (AttrNumber) 1, "distance", FLOAT8OID, -1, 0);
|
||||
TupleDescInitEntry(so->tupdesc, (AttrNumber) 2, "heaptid", TIDOID, -1, 0);
|
||||
|
||||
/* Prep sort */
|
||||
so->sortstate = tuplesort_begin_heap(so->tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, work_mem, NULL, false);
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
so->slot = MakeSingleTupleTableSlot(so->tupdesc, &TTSOpsMinimalTuple);
|
||||
#else
|
||||
so->slot = MakeSingleTupleTableSlot(so->tupdesc);
|
||||
#endif
|
||||
|
||||
so->listQueue = pairingheap_allocate(CompareLists, scan);
|
||||
|
||||
@@ -321,12 +309,8 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
|
||||
{
|
||||
ItemPointer heaptid = (ItemPointer) DatumGetPointer(slot_getattr(so->slot, 2, &so->isnull));
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
scan->xs_heaptid = *heaptid;
|
||||
#else
|
||||
scan->xs_ctup.t_self = *heaptid;
|
||||
#endif
|
||||
|
||||
scan->xs_recheck = false;
|
||||
scan->xs_recheckorderby = false;
|
||||
return true;
|
||||
}
|
||||
|
||||
@@ -1,5 +1,6 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "ivfflat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "vector.h"
|
||||
|
||||
@@ -1,5 +1,6 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/generic_xlog.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "ivfflat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
|
||||
29
src/vector.c
29
src/vector.c
@@ -3,6 +3,7 @@
|
||||
#include <math.h>
|
||||
|
||||
#include "catalog/pg_type.h"
|
||||
#include "common/shortest_dec.h"
|
||||
#include "fmgr.h"
|
||||
#include "hnsw.h"
|
||||
#include "ivfflat.h"
|
||||
@@ -11,6 +12,7 @@
|
||||
#include "port.h" /* for strtof() */
|
||||
#include "utils/array.h"
|
||||
#include "utils/builtins.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/lsyscache.h"
|
||||
#include "utils/numeric.h"
|
||||
#include "vector.h"
|
||||
@@ -19,13 +21,6 @@
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
#include "common/shortest_dec.h"
|
||||
#include "utils/float.h"
|
||||
#else
|
||||
#include <float.h>
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
#define TYPALIGN_DOUBLE 'd'
|
||||
#define TYPALIGN_INT 'i'
|
||||
@@ -177,14 +172,15 @@ PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_in);
|
||||
Datum
|
||||
vector_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
char *str = PG_GETARG_CSTRING(0);
|
||||
char *lit = PG_GETARG_CSTRING(0);
|
||||
int32 typmod = PG_GETARG_INT32(2);
|
||||
float x[VECTOR_MAX_DIM];
|
||||
int dim = 0;
|
||||
char *pt;
|
||||
char *stringEnd;
|
||||
Vector *result;
|
||||
char *lit = pstrdup(str);
|
||||
char *litcopy = pstrdup(lit);
|
||||
char *str = litcopy;
|
||||
|
||||
while (vector_isspace(*str))
|
||||
str++;
|
||||
@@ -268,7 +264,7 @@ vector_in(PG_FUNCTION_ARGS)
|
||||
(errcode(ERRCODE_DATA_EXCEPTION),
|
||||
errmsg("vector must have at least 1 dimension")));
|
||||
|
||||
pfree(lit);
|
||||
pfree(litcopy);
|
||||
|
||||
CheckExpectedDim(typmod, dim);
|
||||
|
||||
@@ -292,15 +288,6 @@ vector_out(PG_FUNCTION_ARGS)
|
||||
char *ptr;
|
||||
int n;
|
||||
|
||||
#if PG_VERSION_NUM < 120000
|
||||
int ndig = FLT_DIG + extra_float_digits;
|
||||
|
||||
if (ndig < 1)
|
||||
ndig = 1;
|
||||
|
||||
#define FLOAT_SHORTEST_DECIMAL_LEN (ndig + 10)
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Need:
|
||||
*
|
||||
@@ -324,11 +311,7 @@ vector_out(PG_FUNCTION_ARGS)
|
||||
ptr++;
|
||||
}
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
n = float_to_shortest_decimal_bufn(vector->x[i], ptr);
|
||||
#else
|
||||
n = sprintf(ptr, "%.*g", ndig, vector->x[i]);
|
||||
#endif
|
||||
ptr += n;
|
||||
}
|
||||
*ptr = ']';
|
||||
|
||||
114
test/t/018_hnsw_filtering.pl
Normal file
114
test/t/018_hnsw_filtering.pl
Normal file
@@ -0,0 +1,114 @@
|
||||
use strict;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
my $nc = 50;
|
||||
my $limit = 20;
|
||||
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
# Create table and index
|
||||
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
|
||||
$node->safe_psql("postgres", "CREATE TABLE tst (i int4, v vector($dim), c int4, t text);");
|
||||
$node->safe_psql("postgres",
|
||||
"INSERT INTO tst SELECT i, ARRAY[$array_sql], i % $nc, 'test ' || i FROM generate_series(1, 10000) i;"
|
||||
);
|
||||
$node->safe_psql("postgres", "CREATE INDEX idx ON tst USING hnsw (v vector_l2_ops);");
|
||||
$node->safe_psql("postgres", "ANALYZE tst;");
|
||||
|
||||
# Generate query
|
||||
my @r = ();
|
||||
for (1 .. $dim)
|
||||
{
|
||||
push(@r, rand());
|
||||
}
|
||||
my $query = "[" . join(",", @r) . "]";
|
||||
my $c = int(rand() * $nc);
|
||||
|
||||
# Test attribute filtering
|
||||
my $explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with few rows removed
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c != $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with few rows removed comparison
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c >= 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with many rows removed comparison
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c < 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with few rows removed like
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE t LIKE '%%test%%' ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with many rows removed like
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE t LIKE '%%other%%' ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Seq Scan/);
|
||||
|
||||
# Test distance filtering
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' < 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test distance filtering greater than distance
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' > 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test distance filtering without order
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' < 1;
|
||||
));
|
||||
like($explain, qr/Seq Scan/);
|
||||
|
||||
# Test distance filtering without limit
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' < 1 ORDER BY v <-> '$query';
|
||||
));
|
||||
like($explain, qr/Seq Scan/);
|
||||
|
||||
# Test attribute index
|
||||
$node->safe_psql("postgres", "CREATE INDEX attribute_idx ON tst (c);");
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Use attribute index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test partial index
|
||||
$node->safe_psql("postgres", "CREATE INDEX partial_idx ON tst USING hnsw (v vector_l2_ops) WHERE (c = $c);");
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using partial_idx/);
|
||||
|
||||
done_testing();
|
||||
@@ -1,43 +0,0 @@
|
||||
use strict;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
# Create table and index
|
||||
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
|
||||
$node->safe_psql("postgres", "CREATE TABLE tst (i serial, v vector($dim));");
|
||||
$node->safe_psql("postgres",
|
||||
"INSERT INTO tst (v) SELECT ARRAY[$array_sql] FROM generate_series(1, 10000) i;"
|
||||
);
|
||||
$node->safe_psql("postgres", "CREATE INDEX ON tst USING ivfflat (v vector_l2_ops);");
|
||||
|
||||
# Delete data
|
||||
$node->safe_psql("postgres", "DELETE FROM tst WHERE i % 100 != 0;");
|
||||
|
||||
my $exp = $node->safe_psql("postgres", qq(
|
||||
SET enable_indexscan = off;
|
||||
SELECT i FROM tst ORDER BY v <-> '[0,0,0]';
|
||||
));
|
||||
|
||||
# Run twice to make sure correct tuples marked as dead
|
||||
for (1 .. 2)
|
||||
{
|
||||
my $res = $node->safe_psql("postgres", qq(
|
||||
SET enable_seqscan = off;
|
||||
SET ivfflat.probes = 100;
|
||||
SELECT i FROM tst ORDER BY v <-> '[0,0,0]';
|
||||
));
|
||||
is($res, $exp);
|
||||
}
|
||||
|
||||
done_testing();
|
||||
116
test/t/019_ivfflat_filtering.pl
Normal file
116
test/t/019_ivfflat_filtering.pl
Normal file
@@ -0,0 +1,116 @@
|
||||
use strict;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
my $nc = 50;
|
||||
my $limit = 20;
|
||||
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
# Create table and index
|
||||
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
|
||||
$node->safe_psql("postgres", "CREATE TABLE tst (i int4, v vector($dim), c int4, t text);");
|
||||
$node->safe_psql("postgres",
|
||||
"INSERT INTO tst SELECT i, ARRAY[$array_sql], i % $nc, 'test ' || i FROM generate_series(1, 10000) i;"
|
||||
);
|
||||
$node->safe_psql("postgres", "CREATE INDEX idx ON tst USING ivfflat (v vector_l2_ops) WITH (lists = 100);");
|
||||
$node->safe_psql("postgres", "ANALYZE tst;");
|
||||
|
||||
# Generate query
|
||||
my @r = ();
|
||||
for (1 .. $dim)
|
||||
{
|
||||
push(@r, rand());
|
||||
}
|
||||
my $query = "[" . join(",", @r) . "]";
|
||||
my $c = int(rand() * $nc);
|
||||
|
||||
# Test attribute filtering
|
||||
my $explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with few rows removed
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c != $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with few rows removed comparison
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c >= 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with many rows removed comparison
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c < 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with few rows removed like
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE t LIKE '%%test%%' ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute filtering with many rows removed like
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE t LIKE '%%other%%' ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Seq Scan/);
|
||||
|
||||
# Test distance filtering
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' < 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test distance filtering greater than distance
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' > 1 ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test distance filtering without order
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' < 1;
|
||||
));
|
||||
like($explain, qr/Seq Scan/);
|
||||
|
||||
# Test distance filtering without limit
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE v <-> '$query' < 1 ORDER BY v <-> '$query';
|
||||
));
|
||||
# TODO Do not use index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test attribute index
|
||||
$node->safe_psql("postgres", "CREATE INDEX attribute_idx ON tst (c);");
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Use attribute index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
# Test partial index
|
||||
$node->safe_psql("postgres", "CREATE INDEX partial_idx ON tst USING ivfflat (v vector_l2_ops) WITH (lists = 5) WHERE (c = $c);");
|
||||
$explain = $node->safe_psql("postgres", qq(
|
||||
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $c ORDER BY v <-> '$query' LIMIT $limit;
|
||||
));
|
||||
# TODO Use partial index
|
||||
like($explain, qr/Index Scan using idx/);
|
||||
|
||||
done_testing();
|
||||
Reference in New Issue
Block a user